AIMC Topic: Forecasting

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Machine learning-based ensemble of Global climate models and trend analysis for projecting extreme precipitation indices under future climate scenarios.

Environmental monitoring and assessment Aug 12, 2025
Monitoring changes in climatic extremes is vital, as they influence current and future climate while significantly impacting ecosystems and society. This study examines trends in extreme precipitation indices over an Indian tropical river basin, anal...
Machine Learning Forecasting Rain Climate Models Environmental Monitoring Pattern Analysis, Machine Climate Change India
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A Deep Learning Framework for Using Search Engine Data to Predict Influenza-Like Illness and Distinguish Epidemic and Nonepidemic Seasons: Multifeature Time Series Analysis.

Journal of medical Internet research Aug 11, 2025
BACKGROUND: The seasonal influenza epidemic poses a persistent and severe threat to global public health. Web-based search data are recognized as a valuable source for forecasting influenza or other respiratory tract infection epidemics. Current infl...
Search Engine Seasons Epidemics Humans Forecasting China Influenza, Human Deep Learning
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Enhancing AI-driven forecasting of diabetes burden: a comparative analysis of deep learning and statistical models.

Scientific reports Aug 9, 2025
Accurate forecasting of diabetes burden is essential for healthcare planning, resource allocation, and policy-making. While deep learning models have demonstrated superior predictive capabilities, their real-world applicability is constrained by comp...
Humans Forecasting Models, Statistical Cost of Illness Disability-Adjusted Life Years Deep Learning Diabetes Mellitus
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Strategic forecasting of renewable energy production for sustainable electricity supply: A machine learning approach considering environmental, economic, and oil factors in Türkiye.

PloS one Aug 5, 2025
Providing electricity needs from renewable energy sources is an important issue in the energy policies of countries. Especially changes in energy usage rates make it necessary to use renewable energy resources to be sustainable. The electricity usage...
Machine Learning Algorithms Forecasting Renewable Energy Electricity Environment
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Using machine learning to forecast conflict events for use in forced migration models.

Scientific reports Aug 2, 2025
Forecasting the movement of populations during conflict outbreaks remains a significant challenge in contemporary humanitarian efforts. Accurate predictions of displacement patterns are crucial for improving the delivery of aid to refugees and other ...
Emigration and Immigration Refugees Humans Machine Learning Models, Theoretical Armed Conflicts Forecasting
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Optimizing potato yield predictions in Uttar Pradesh, India: a comparative analysis of machine learning models.

Scientific reports Jul 24, 2025
Potato as a staple food, plays a crucial role in ensuring a sustainable food supply and mitigating poverty and malnutrition in various regions across the globe. India, specifically holding the second position in global potato production, plays a sign...
Support Vector Machine Food Supply Solanum tuberosum Forecasting India Neural Networks, Computer Machine Learning
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The future of artificial intelligence in gerontological nursing in Saudi Arabia.

BMC geriatrics Jul 23, 2025
BACKGROUND: As a part of Vision 2030, Saudi Arabia initiated a health transformation program to enhance the quality and efficiency of healthcare services through digitizing the health sector and introducing various technological innovations.
Humans Artificial Intelligence Female Male Forecasting Geriatric Nursing Qualitative Research Saudi Arabia
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Advanced feature engineering in Acute:Chronic Workload Ratio (ACWR) calculation for injury forecasting in elite soccer.

PloS one Jul 23, 2025
Controlling training monotony and monitoring external workload using the Acute:Chronic Workload Ratio (ACWR) is a common practice among elite soccer teams to prevent non-contact injuries. However, recent research has questioned whether ACWR offers su...
Workload Soccer Humans Forecasting Machine Learning Athletic Injuries
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Predicting wheat yield using deep learning and multi-source environmental data.

Scientific reports Jul 21, 2025
Accurate forecasting of crop yields is essential for ensuring food security and promoting sustainable agricultural practices. Winter wheat, a key staple crop in Pakistan, faces challenges in yield prediction because of the complex interactions among ...
Triticum Soil Pakistan Deep Learning Crops, Agricultural Agriculture Neural Networks, Computer Forecasting
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Artificial intelligence platform to predict children's hospital care for respiratory disease using clinical, pollution, and climatic factors.

Journal of global health Jul 21, 2025
BACKGROUND: Hospitals and health care systems may benefit from artificial intelligence (AI) and big data to analyse clinical information combined with external sources. Machine learning, a subset of AI, uses algorithms trained on data to generate pre...
Hospitals, Pediatric Female Climate Hospitalization Respiratory Tract Diseases Humans Male Emergency Service, Hospital Artificial Intelligence Adolescent Machine Learning Air Pollution Brazil Forecasting Child, Preschool Infant Child
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